{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "警告：黄金价格数据在定投周期中存在缺失值，进行填充\n",
      "定投总收益率: 62.63%\n",
      "定投年化收益率: 9.87%\n",
      "黄金价格总收益率: 94.51%\n",
      "黄金价格年化收益率: 13.74%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liangcheng\\AppData\\Local\\Temp\\ipykernel_20292\\3736180301.py:33: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
      "  gold_df_resampled.fillna(method='ffill', inplace=True)  # 使用前向填充\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "# 参数设定\n",
    "start_date = \"2020-01-01\"  # 定投开始日期\n",
    "investment_amount_per_period = 1000  # 每次定投金额（元）\n",
    "investment_freq = 'W'  # 定投周期（'W'表示每周）\n",
    "initial_funds = 50000  # 初始资金 5 万元\n",
    "end_date = pd.Timestamp.today().strftime('%Y-%m-%d')  # 结束日期为当前日期\n",
    "\n",
    "# 获取黄金价格数据\n",
    "gold_df = ak.futures_main_sina(symbol=\"AU0\", start_date=start_date, end_date=end_date)\n",
    "\n",
    "# 处理时间格式\n",
    "gold_df['日期'] = pd.to_datetime(gold_df['日期'])\n",
    "gold_df.set_index('日期', inplace=True)\n",
    "\n",
    "# **移除无效的黄金价格数据（NaN 或 非数字的价格）**\n",
    "gold_df = gold_df[gold_df['收盘价'].apply(lambda x: isinstance(x, (float, int)) and pd.notnull(x) and x > 0)]\n",
    "\n",
    "# 生成定投日期\n",
    "investment_dates = pd.date_range(start=start_date, end=end_date, freq=investment_freq)\n",
    "\n",
    "# 取定投周期的黄金收盘价\n",
    "gold_df_resampled = gold_df.resample(investment_freq).last()  # 取定投周期最后一个交易日的价格\n",
    "gold_df_resampled = gold_df_resampled.reindex(investment_dates, method='ffill')  # 对齐投资日期并填充价格\n",
    "\n",
    "# 检查是否有缺失值并填充\n",
    "if gold_df_resampled.isnull().any().any():\n",
    "    print(\"警告：黄金价格数据在定投周期中存在缺失值，进行填充\")\n",
    "    gold_df_resampled.fillna(method='ffill', inplace=True)  # 使用前向填充\n",
    "\n",
    "# 初始化投资\n",
    "funds = initial_funds  # 初始资金 5 万元\n",
    "total_investment = []  # 记录累计投入金额\n",
    "cumulative_gold = initial_funds / gold_df_resampled.iloc[0]['收盘价']  # 初始投资买入黄金的克数\n",
    "gold_holdings = []  # 记录持有的黄金克数\n",
    "gold_value = []  # 记录黄金市值\n",
    "dates = []  # 记录有效交易日期\n",
    "\n",
    "# 初始投资（用 5 万元买黄金）\n",
    "total_investment.append(initial_funds)  # 初始投资金额\n",
    "gold_holdings.append(cumulative_gold)  # 初始持有黄金克数\n",
    "gold_value.append(cumulative_gold * gold_df_resampled.iloc[0]['收盘价'])  # 黄金市值\n",
    "dates.append(investment_dates[0])\n",
    "\n",
    "# 每周定投 1000 元（按金额计算克数）\n",
    "for date, price in zip(investment_dates[1:], gold_df_resampled['收盘价'][1:]):\n",
    "    if isinstance(price, (float, int)) and pd.notnull(price) and price > 0:  # 检查价格是否有效\n",
    "        gold_bought = investment_amount_per_period / price  # 计算买入克数\n",
    "        funds += investment_amount_per_period  # 增加累计投资金额\n",
    "        cumulative_gold += gold_bought  # 增加黄金持仓\n",
    "        total_investment.append(funds)  # 记录累计投资金额\n",
    "        gold_holdings.append(cumulative_gold)  # 记录持有的黄金克数\n",
    "        gold_value.append(cumulative_gold * price)  # 记录黄金市值\n",
    "        dates.append(date)\n",
    "\n",
    "# 转换为 Pandas Series\n",
    "total_investment = pd.Series(total_investment, index=dates)\n",
    "gold_holdings = pd.Series(gold_holdings, index=dates)\n",
    "gold_value = pd.Series(gold_value, index=dates)\n",
    "\n",
    "# 计算定投的收益率\n",
    "total_investment_final = total_investment.iloc[-1]  # 最终累计投资金额\n",
    "gold_value_final = gold_value.iloc[-1]  # 黄金最终市值\n",
    "\n",
    "# 定投的总收益率\n",
    "investment_return = (gold_value_final - total_investment_final) / total_investment_final\n",
    "# 定投的年化收益率\n",
    "investment_duration_years = (pd.to_datetime(end_date) - pd.to_datetime(start_date)).days / 365.25\n",
    "investment_cagr = (gold_value_final / total_investment_final) ** (1 / investment_duration_years) - 1\n",
    "\n",
    "# 黄金价格的收益率\n",
    "start_price = gold_df['收盘价'].iloc[0]  # 黄金定投开始时的价格\n",
    "end_price = gold_df['收盘价'].iloc[-1]  # 黄金定投结束时的价格\n",
    "gold_price_return = (end_price - start_price) / start_price\n",
    "\n",
    "# 黄金价格的年化收益率\n",
    "gold_cagr = (end_price / start_price) ** (1 / investment_duration_years) - 1\n",
    "\n",
    "# 打印收益率\n",
    "print(f\"定投总收益率: {investment_return * 100:.2f}%\")\n",
    "print(f\"定投年化收益率: {investment_cagr * 100:.2f}%\")\n",
    "print(f\"黄金价格总收益率: {gold_price_return * 100:.2f}%\")\n",
    "print(f\"黄金价格年化收益率: {gold_cagr * 100:.2f}%\")\n",
    "\n",
    "# 绘制定投曲线\n",
    "fig, ax1 = plt.subplots(figsize=(12, 6))\n",
    "\n",
    "# 黄金价格曲线\n",
    "ax1.plot(gold_df_resampled.index, gold_df_resampled['收盘价'], label='黄金价格（元/克）', color='gold')\n",
    "ax1.set_xlabel('日期')\n",
    "ax1.set_ylabel('黄金价格（元/克）', color='gold')\n",
    "ax1.tick_params(axis='y', labelcolor='gold')\n",
    "\n",
    "# 累计投资金额 & 黄金持有市值曲线\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(total_investment.index, total_investment, label='累计投资金额（元）', color='blue', linestyle='--')\n",
    "ax2.plot(gold_value.index, gold_value, label='黄金持有市值（元）', color='red', linestyle='-.')\n",
    "ax2.set_ylabel('金额（元）')\n",
    "ax2.tick_params(axis='y')\n",
    "\n",
    "# x 轴格式\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "ax1.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m'))\n",
    "\n",
    "# 添加图例\n",
    "fig.tight_layout()\n",
    "fig.legend(loc='upper left', bbox_to_anchor=(0.1, 0.9))\n",
    "plt.title(f'黄金定投收益曲线（{start_date} - {end_date}，定投 {investment_amount_per_period} 元/{investment_freq}，初始资金 {initial_funds} 元）')\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
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